Second, we did not consider innovative biomarkers such as renal tubule-associated biomarkers (e.g., NGAL, KM-1, MMP-7) or biomarkers of inflammation (e.g., IL-6, IL-10, and TNF-α), which may also be ideal predictors of AKI. Here, TNF is linked to acute kidney injury.